Użyto następujących bibliotek:
Następujący kod zapewnia powtarzalność eksperymentu.
set.seed(7)
prettyTable <- function(table_df, round_columns=numeric(), round_digits=2) {
DT::datatable(table_df, style="bootstrap", filter = "top", rownames = FALSE, extensions = "Buttons",
options = list(dom = 'Bfrtip',
buttons = c('copy', 'csv', 'excel', 'pdf', 'print'))) %>%
formatRound(round_columns, round_digits)
}Funkcja ‘fread’ zapewnia szybsze wczytywanie pliku niż ‘read_table’, dlatego to na nią padł wybór.
Dane są czyszczone z wierszy z niepożądanymi etykietami klasy.
unwanted <- c('UNK', 'UNX', 'UNL', 'DUM', 'N', 'BLOB', 'ALA', 'ARG', 'ASN', 'ASP', 'CYS', 'GLN', 'GLU', 'GLY', 'HIS', 'ILE', 'LEU', 'LYS', 'MET', 'MSE', 'PHE', 'PRO', 'SEC', 'SER', 'THR', 'TRP', 'TYR', 'VAL', 'DA', 'DG', 'DT', 'DC', 'DU', 'A', 'G', 'T', 'C', 'U', 'HOH', 'H20', 'WAT')
data_set_clean <- data_set %>% filter(!res_name %in% unwanted) %>% filter(!is.na(res_name))Kolumna “weight_col” wydaje się zawierać wartości puste dla większości wierszy, dlatego też wykluczono ją ze zbioru danych. Poza tym, pominięto wiersze z brakującymi wartościami, gdyż jest ich niewiele w stosunku do rozmiaru całego zbioru.
## [1] "Liczba wierszy: 4488"
## [1] "Liczba kolumn: 411"
kable(summary(data_set_clean)) %>%
kable_styling(bootstrap_options = c("striped", "hover", "bordered", "responsive", 'basic')) %>%
scroll_box(width = "100%")| blob_coverage | res_coverage | title | pdb_code | res_name | res_id | chain_id | blob_volume_coverage | blob_volume_coverage_second | res_volume_coverage | res_volume_coverage_second | local_res_atom_count | local_res_atom_non_h_count | local_res_atom_non_h_occupancy_sum | local_res_atom_non_h_electron_sum | local_res_atom_non_h_electron_occupancy_sum | local_res_atom_C_count | local_res_atom_N_count | local_res_atom_O_count | local_res_atom_S_count | dict_atom_non_h_count | dict_atom_non_h_electron_sum | dict_atom_C_count | dict_atom_N_count | dict_atom_O_count | dict_atom_S_count | skeleton_data | skeleton_cycle_4 | skeleton_diameter | skeleton_cycle_6 | skeleton_cycle_7 | skeleton_closeness_006_008 | skeleton_closeness_002_004 | skeleton_cycle_3 | skeleton_avg_degree | skeleton_closeness_004_006 | skeleton_closeness_010_012 | skeleton_closeness_012_014 | skeleton_edges | skeleton_radius | skeleton_cycle_8_plus | skeleton_closeness_020_030 | skeleton_deg_5_plus | skeleton_closeness_016_018 | skeleton_closeness_008_010 | skeleton_closeness_018_020 | skeleton_average_clustering | skeleton_closeness_040_050 | skeleton_closeness_014_016 | skeleton_center | skeleton_closeness_000_002 | skeleton_density | skeleton_closeness_030_040 | skeleton_deg_4 | skeleton_deg_0 | skeleton_deg_1 | skeleton_deg_2 | skeleton_deg_3 | skeleton_graph_clique_number | skeleton_nodes | skeleton_cycles | skeleton_cycle_5 | skeleton_closeness_050_plus | skeleton_periphery | local_volume | local_electrons | local_mean | local_std | local_min | local_max | local_max_over_std | local_skewness | local_cut_by_mainchain_volume | local_near_cut_count_C | local_near_cut_count_other | local_near_cut_count_S | local_near_cut_count_O | local_near_cut_count_N | part_00_shape_segments_count | part_00_density_segments_count | part_00_volume | part_00_electrons | part_00_mean | part_00_std | part_00_max | part_00_max_over_std | part_00_skewness | part_00_parts | part_00_shape_O3 | part_00_shape_O4 | part_00_shape_O5 | part_00_shape_FL | part_00_shape_O3_norm | part_00_shape_O4_norm | part_00_shape_O5_norm | part_00_shape_FL_norm | part_00_shape_I1 | part_00_shape_I2 | part_00_shape_I3 | part_00_shape_I4 | part_00_shape_I5 | part_00_shape_I6 | part_00_shape_I1_norm | part_00_shape_I2_norm | part_00_shape_I3_norm | part_00_shape_I4_norm | part_00_shape_I5_norm | part_00_shape_I6_norm | part_00_shape_M000 | part_00_shape_CI | part_00_shape_E3_E1 | part_00_shape_E2_E1 | part_00_shape_E3_E2 | part_00_shape_sqrt_E1 | part_00_shape_sqrt_E2 | part_00_shape_sqrt_E3 | part_00_density_O3 | part_00_density_O4 | part_00_density_O5 | part_00_density_FL | part_00_density_O3_norm | part_00_density_O4_norm | part_00_density_O5_norm | part_00_density_FL_norm | part_00_density_I1 | part_00_density_I2 | part_00_density_I3 | part_00_density_I4 | part_00_density_I5 | part_00_density_I6 | part_00_density_I1_norm | part_00_density_I2_norm | part_00_density_I3_norm | part_00_density_I4_norm | part_00_density_I5_norm | part_00_density_I6_norm | part_00_density_M000 | part_00_density_CI | part_00_density_E3_E1 | part_00_density_E2_E1 | part_00_density_E3_E2 | part_00_density_sqrt_E1 | part_00_density_sqrt_E2 | part_00_density_sqrt_E3 | part_00_shape_Z_7_3 | part_00_shape_Z_0_0 | part_00_shape_Z_7_0 | part_00_shape_Z_7_1 | part_00_shape_Z_3_0 | part_00_shape_Z_5_2 | part_00_shape_Z_6_1 | part_00_shape_Z_3_1 | part_00_shape_Z_6_0 | part_00_shape_Z_2_1 | part_00_shape_Z_6_3 | part_00_shape_Z_2_0 | part_00_shape_Z_6_2 | part_00_shape_Z_5_0 | part_00_shape_Z_5_1 | part_00_shape_Z_4_2 | part_00_shape_Z_1_0 | part_00_shape_Z_4_1 | part_00_shape_Z_7_2 | part_00_shape_Z_4_0 | part_00_density_Z_7_3 | part_00_density_Z_0_0 | part_00_density_Z_7_0 | part_00_density_Z_7_1 | part_00_density_Z_3_0 | part_00_density_Z_5_2 | part_00_density_Z_6_1 | part_00_density_Z_3_1 | part_00_density_Z_6_0 | part_00_density_Z_2_1 | part_00_density_Z_6_3 | part_00_density_Z_2_0 | part_00_density_Z_6_2 | part_00_density_Z_5_0 | part_00_density_Z_5_1 | part_00_density_Z_4_2 | part_00_density_Z_1_0 | part_00_density_Z_4_1 | part_00_density_Z_7_2 | part_00_density_Z_4_0 | part_01_shape_segments_count | part_01_density_segments_count | part_01_volume | part_01_electrons | part_01_mean | part_01_std | part_01_max | part_01_max_over_std | part_01_skewness | part_01_parts | part_01_shape_O3 | part_01_shape_O4 | part_01_shape_O5 | part_01_shape_FL | part_01_shape_O3_norm | part_01_shape_O4_norm | part_01_shape_O5_norm | part_01_shape_FL_norm | part_01_shape_I1 | part_01_shape_I2 | part_01_shape_I3 | part_01_shape_I4 | part_01_shape_I5 | part_01_shape_I6 | part_01_shape_I1_norm | part_01_shape_I2_norm | part_01_shape_I3_norm | part_01_shape_I4_norm | part_01_shape_I5_norm | part_01_shape_I6_norm | part_01_shape_M000 | part_01_shape_CI | part_01_shape_E3_E1 | part_01_shape_E2_E1 | part_01_shape_E3_E2 | part_01_shape_sqrt_E1 | part_01_shape_sqrt_E2 | part_01_shape_sqrt_E3 | part_01_density_O3 | part_01_density_O4 | part_01_density_O5 | part_01_density_FL | part_01_density_O3_norm | part_01_density_O4_norm | part_01_density_O5_norm | part_01_density_FL_norm | part_01_density_I1 | part_01_density_I2 | part_01_density_I3 | part_01_density_I4 | part_01_density_I5 | part_01_density_I6 | part_01_density_I1_norm | part_01_density_I2_norm | part_01_density_I3_norm | part_01_density_I4_norm | part_01_density_I5_norm | part_01_density_I6_norm | part_01_density_M000 | part_01_density_CI | part_01_density_E3_E1 | part_01_density_E2_E1 | part_01_density_E3_E2 | part_01_density_sqrt_E1 | part_01_density_sqrt_E2 | part_01_density_sqrt_E3 | part_01_shape_Z_7_3 | part_01_shape_Z_0_0 | part_01_shape_Z_7_0 | part_01_shape_Z_7_1 | part_01_shape_Z_3_0 | part_01_shape_Z_5_2 | part_01_shape_Z_6_1 | part_01_shape_Z_3_1 | part_01_shape_Z_6_0 | part_01_shape_Z_2_1 | part_01_shape_Z_6_3 | part_01_shape_Z_2_0 | part_01_shape_Z_6_2 | part_01_shape_Z_5_0 | part_01_shape_Z_5_1 | part_01_shape_Z_4_2 | part_01_shape_Z_1_0 | part_01_shape_Z_4_1 | part_01_shape_Z_7_2 | part_01_shape_Z_4_0 | part_01_density_Z_7_3 | part_01_density_Z_0_0 | part_01_density_Z_7_0 | part_01_density_Z_7_1 | part_01_density_Z_3_0 | part_01_density_Z_5_2 | part_01_density_Z_6_1 | part_01_density_Z_3_1 | part_01_density_Z_6_0 | part_01_density_Z_2_1 | part_01_density_Z_6_3 | part_01_density_Z_2_0 | part_01_density_Z_6_2 | part_01_density_Z_5_0 | part_01_density_Z_5_1 | part_01_density_Z_4_2 | part_01_density_Z_1_0 | part_01_density_Z_4_1 | part_01_density_Z_7_2 | part_01_density_Z_4_0 | part_02_shape_segments_count | part_02_density_segments_count | part_02_volume | part_02_electrons | part_02_mean | part_02_std | part_02_max | part_02_max_over_std | part_02_skewness | part_02_parts | part_02_shape_O3 | part_02_shape_O4 | part_02_shape_O5 | part_02_shape_FL | part_02_shape_O3_norm | part_02_shape_O4_norm | part_02_shape_O5_norm | part_02_shape_FL_norm | part_02_shape_I1 | part_02_shape_I2 | part_02_shape_I3 | part_02_shape_I4 | part_02_shape_I5 | part_02_shape_I6 | part_02_shape_I1_norm | part_02_shape_I2_norm | part_02_shape_I3_norm | part_02_shape_I4_norm | part_02_shape_I5_norm | part_02_shape_I6_norm | part_02_shape_M000 | part_02_shape_CI | part_02_shape_E3_E1 | part_02_shape_E2_E1 | part_02_shape_E3_E2 | part_02_shape_sqrt_E1 | part_02_shape_sqrt_E2 | part_02_shape_sqrt_E3 | part_02_density_O3 | part_02_density_O4 | part_02_density_O5 | part_02_density_FL | part_02_density_O3_norm | part_02_density_O4_norm | part_02_density_O5_norm | part_02_density_FL_norm | part_02_density_I1 | part_02_density_I2 | part_02_density_I3 | part_02_density_I4 | part_02_density_I5 | part_02_density_I6 | part_02_density_I1_norm | part_02_density_I2_norm | part_02_density_I3_norm | part_02_density_I4_norm | part_02_density_I5_norm | part_02_density_I6_norm | part_02_density_M000 | part_02_density_CI | part_02_density_E3_E1 | part_02_density_E2_E1 | part_02_density_E3_E2 | part_02_density_sqrt_E1 | part_02_density_sqrt_E2 | part_02_density_sqrt_E3 | part_02_shape_Z_7_3 | part_02_shape_Z_0_0 | part_02_shape_Z_7_0 | part_02_shape_Z_7_1 | part_02_shape_Z_3_0 | part_02_shape_Z_5_2 | part_02_shape_Z_6_1 | part_02_shape_Z_3_1 | part_02_shape_Z_6_0 | part_02_shape_Z_2_1 | part_02_shape_Z_6_3 | part_02_shape_Z_2_0 | part_02_shape_Z_6_2 | part_02_shape_Z_5_0 | part_02_shape_Z_5_1 | part_02_shape_Z_4_2 | part_02_shape_Z_1_0 | part_02_shape_Z_4_1 | part_02_shape_Z_7_2 | part_02_shape_Z_4_0 | part_02_density_Z_7_3 | part_02_density_Z_0_0 | part_02_density_Z_7_0 | part_02_density_Z_7_1 | part_02_density_Z_3_0 | part_02_density_Z_5_2 | part_02_density_Z_6_1 | part_02_density_Z_3_1 | part_02_density_Z_6_0 | part_02_density_Z_2_1 | part_02_density_Z_6_3 | part_02_density_Z_2_0 | part_02_density_Z_6_2 | part_02_density_Z_5_0 | part_02_density_Z_5_1 | part_02_density_Z_4_2 | part_02_density_Z_1_0 | part_02_density_Z_4_1 | part_02_density_Z_7_2 | part_02_density_Z_4_0 | fo_col | fc_col | grid_space | solvent_radius | solvent_opening_radius | resolution_max_limit | resolution | FoFc_mean | FoFc_std | FoFc_square_std | FoFc_min | FoFc_max | part_step_FoFc_std_min | part_step_FoFc_std_max | part_step_FoFc_std_step | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| Length:4488 | Length:4488 | Length:4488 | Length:4488 | Length:4488 | Min. : 0.0 | Length:4488 | Min. :0.02305 | Min. :0.00000 | Min. :0.01637 | Min. :0.00000 | Min. : 1.00 | Min. : 1.00 | Min. :-7.38 | Min. : 7.0 | Min. :-45.91 | Min. : 0.000 | Min. : 0.000 | Min. : 0.000 | Min. :0.0000 | Min. : 1.00 | Min. : 7.0 | Min. : 0.000 | Min. : 0.000 | Min. : 0.0 | Min. :0.0000 | Length:4488 | Min. : 0.0000 | Min. : 0.00 | Min. : 0.00000 | Min. : 0.00000 | Min. : 0.00 | Min. : 0.00000 | Min. : 0.0000 | Min. :0.000 | Min. : 0.000 | Min. : 0.000 | Min. : 0.000 | Min. : 0.0 | Min. : 0.00 | Min. : 0.0000 | Min. : 0.000 | Min. : 0.0000 | Min. : 0.000 | Min. : 0.000 | Min. : 0.000 | Min. :0.0000000 | Min. : 0.00 | Min. : 0.000 | Min. : 1.000 | Min. :0.0000 | Min. :0.00000 | Min. : 0.000 | Min. : 0.0000 | Min. :0.0000 | Min. : 0.000 | Min. : 0.00 | Min. : 0.000 | Min. :1.000 | Min. : 1.00 | Min. : 0.000 | Min. : 0.0000 | Min. : 0.000 | Min. : 1.000 | Min. : 97.34 | Min. : 0.5575 | Min. :0.002353 | Min. :0.02546 | Min. :0 | Min. : 0.1470 | Min. : 3.947 | Min. :0.04239 | Min. : 0.0000 | Min. : 0.000 | Min. :0.00000 | Min. :0.0000 | Min. : 0.00 | Min. : 0.000 | Min. : 1 | Min. : 1 | Min. : 2.048 | Min. : 0.5575 | Min. :0.1093 | Min. :0.01150 | Min. : 0.1470 | Min. : 3.947 | Min. :0.01061 | Min. : 1.00 | Min. : 2507 | Min. :2.028e+06 | Min. :5.290e+08 | Min. :6.388e+04 | Min. :0.2311 | Min. :0.01780 | Min. :0.0004538 | Min. : 0.000002 | Min. :3.031e+04 | Min. :2.302e+08 | Min. :2.145e+08 | Min. :2.594e+04 | Min. :1.460e+02 | Min. :2.698e+07 | Min. : 0.06365 | Min. : 0.001080 | Min. : 0.00081 | Min. :0.000001 | Min. :0.000000 | Min. : 0.004909 | Min. : 256 | Min. :-36.83657 | Min. :0.01393 | Min. :0.02327 | Min. :0.0328 | Min. : 1.918 | Min. : 1.383 | Min. : 1.057 | Min. : 831 | Min. :2.019e+05 | Min. :1.467e+07 | Min. :1.555e+04 | Min. :0.04382 | Min. :0.000631 | Min. :0.000003 | Min. : 0.00000 | Min. :1.116e+04 | Min. :3.047e+07 | Min. :2.775e+07 | Min. :9.576e+03 | Min. :2.880e+02 | Min. :3.630e+06 | Min. : 0.00303 | Min. : 0.0000 | Min. : 0.000 | Min. : 0.00000 | Min. : 0.00000 | Min. : 0.0000 | Min. : 69.69 | Min. :-43.45620 | Min. :0.01323 | Min. :0.0206 | Min. :0.04059 | Min. : 1.664 | Min. : 1.353 | Min. : 1.031 | Min. : 8.074 | Min. : 7.818 | Min. : 1.970 | Min. : 4.875 | Min. : 1.533 | Min. : 5.994 | Min. : 3.01 | Min. : 4.041 | Min. : 0.08336 | Min. : 4.503 | Min. : 6.003 | Min. : 2.532 | Min. : 4.806 | Min. : 1.224 | Min. : 4.65 | Min. : 5.704 | Min. :0.9021 | Min. : 4.086 | Min. : 7.019 | Min. : 0.1017 | Min. : 5.763 | Min. : 4.079 | Min. : 2.147 | Min. : 4.493 | Min. : 1.258 | Min. : 3.899 | Min. : 2.069 | Min. : 2.497 | Min. : 0.109 | Min. : 4.781 | Min. : 3.502 | Min. : 3.524 | Min. : 2.782 | Min. : 1.016 | Min. : 3.150 | Min. : 3.034 | Min. :0.8848 | Min. : 2.124 | Min. : 5.11 | Min. : 0.1646 | Min. : 1.0 | Min. : 1.0 | Min. : 0.712 | Min. : 0.2812 | Min. :0.1210 | Min. :0.008178 | Min. : 0.1470 | Min. : 3.947 | Min. :0.007001 | Min. : 1.000 | Min. : 735 | Min. :1.616e+05 | Min. :8.214e+06 | Min. :4.507e+03 | Min. :0.2311 | Min. :0.01779 | Min. :0.0004475 | Min. : 0.00000 | Min. :5.643e+03 | Min. :7.438e+06 | Min. :7.052e+06 | Min. :2.085e+03 | Min. :1.600e+01 | Min. :1.519e+06 | Min. : 0.06359 | Min. : 0.00108 | Min. : 0.0008 | Min. : 0.00000 | Min. : 0.00000 | Min. : 0.00490 | Min. : 89.0 | Min. :-49.37426 | Min. :0.006985 | Min. :0.0155 | Min. :0.03173 | Min. : 1.583 | Min. : 1.096 | Min. : 0.843 | Min. : 255 | Min. :1.859e+04 | Min. :4.088e+05 | Min. :9.210e+02 | Min. :0.03937 | Min. :0.000515 | Min. :0.0000022 | Min. : 0.0000 | Min. :2.124e+03 | Min. :1.066e+06 | Min. :1.136e+06 | Min. :4.470e+02 | Min. :5.000e+00 | Min. :1.964e+05 | Min. : 0.00213 | Min. : 0.0000 | Min. : 0.000 | Min. : 0.0000 | Min. : 0.0000 | Min. : 0.0000 | Min. : 35.15 | Min. :-62.25246 | Min. :0.006796 | Min. :0.01503 | Min. :0.0391 | Min. : 1.557 | Min. : 1.073 | Min. : 0.8301 | Min. : 7.964 | Min. : 4.609 | Min. : 1.557 | Min. : 5.573 | Min. : 1.097 | Min. : 6.149 | Min. : 2.253 | Min. : 3.972 | Min. : 0.07402 | Min. : 4.439 | Min. : 4.204 | Min. : 1.724 | Min. : 3.095 | Min. : 2.025 | Min. : 4.539 | Min. : 4.305 | Min. :0.8159 | Min. : 2.604 | Min. : 7.25 | Min. : 0.04122 | Min. : 6.157 | Min. : 2.897 | Min. : 2.012 | Min. : 4.466 | Min. : 1.409 | Min. : 5.100 | Min. : 1.308 | Min. : 3.169 | Min. : 0.03706 | Min. : 3.209 | Min. : 2.679 | Min. : 2.241 | Min. : 2.009 | Min. : 2.032 | Min. : 3.724 | Min. : 2.286 | Min. :0.8034 | Min. : 1.255 | Min. : 5.456 | Min. : 0.1485 | Min. : 1.0 | Min. : 1.0 | Min. : 0.256 | Min. : 0.06107 | Min. :0.1342 | Min. :0.002289 | Min. : 0.1470 | Min. : 3.947 | Min. :0.001497 | Min. : 1.000 | Min. : 77 | Min. :1.866e+03 | Min. :1.341e+04 | Min. :0.000e+00 | Min. : 0.2309 | Min. :0.01746 | Min. :0.0003996 | Min. : 0.00000 | Min. :2.310e+02 | Min. :1.229e+04 | Min. :1.124e+04 | Min. :0.000e+00 | Min. :0.000e+00 | Min. :6.209e+03 | Min. : 0.06347 | Min. : 0.0010 | Min. : 0.00 | Min. : 0.00000 | Min. : 0.00000 | Min. : 0.0049 | Min. : 32.0 | Min. :-98.03857 | Min. :0.002117 | Min. :0.003496 | Min. :0.02969 | Min. : 0.9532 | Min. : 0.6796 | Min. : 0.4825 | Min. : 20 | Min. :1.130e+02 | Min. :2.000e+02 | Min. :-3.000e+00 | Min. : 0.03914 | Min. :0.000509 | Min. :0.0000022 | Min. : -0.0001 | Min. :6.700e+01 | Min. :7.940e+02 | Min. :1.413e+03 | Min. :-1.000e+00 | Min. :0.000e+00 | Min. :5.760e+02 | Min. : 0.0021 | Min. : 0.000 | Min. : 0.0 | Min. : 0.0000 | Min. : 0.0000 | Min. : 0.000 | Min. : 7.634 | Min. :-107.86678 | Min. :0.002099 | Min. :0.003465 | Min. :0.03466 | Min. : 0.9319 | Min. : 0.6755 | Min. : 0.4822 | Min. : 7.839 | Min. : 2.764 | Min. : 2.134 | Min. : 5.227 | Min. : 1.033 | Min. : 5.832 | Min. : 1.669 | Min. : 3.606 | Min. : 0.05735 | Min. : 1.982 | Min. : 3.824 | Min. : 0.5542 | Min. : 2.817 | Min. : 1.595 | Min. : 3.737 | Min. : 2.47 | Min. :0.8479 | Min. : 1.246 | Min. : 6.552 | Min. : 0.1485 | Min. : 4.99 | Min. : 1.350 | Min. : 1.764 | Min. : 4.087 | Min. : 0.6542 | Min. : 4.146 | Min. : 0.9312 | Min. : 1.981 | Min. : 0.08521 | Min. : 1.722 | Min. : 1.974 | Min. : 0.4543 | Min. : 1.501 | Min. : 1.600 | Min. : 3.169 | Min. : 1.595 | Min. :0.8359 | Min. : 0.8051 | Min. : 4.511 | Min. : 0.02617 | Length:4488 | Length:4488 | Min. :0.2 | Min. :1.9 | Min. :1.4 | Min. :1 | Min. :0.8697 | Min. :-6.051e-08 | Min. :0.03299 | Min. :0.001089 | Min. :-2.4216 | Min. : 0.2261 | Min. :2.8 | Min. :4.05 | Min. :0.5 | |
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0.000 | 1st Qu.:2.000 | 1st Qu.: 4.00 | 1st Qu.: 0.000 | 1st Qu.: 0.0000 | 1st Qu.: 0.000 | 1st Qu.: 2.000 | 1st Qu.: 230.82 | 1st Qu.: 4.0973 | 1st Qu.:0.013283 | 1st Qu.:0.07303 | 1st Qu.:0 | 1st Qu.: 0.6075 | 1st Qu.: 5.611 | 1st Qu.:0.12865 | 1st Qu.: 0.0000 | 1st Qu.: 0.000 | 1st Qu.:0.00000 | 1st Qu.:0.0000 | 1st Qu.: 0.00 | 1st Qu.: 0.000 | 1st Qu.: 6 | 1st Qu.: 6 | 1st Qu.: 8.024 | 1st Qu.: 4.0832 | 1st Qu.:0.3789 | 1st Qu.:0.07413 | 1st Qu.: 0.6075 | 1st Qu.: 5.611 | 1st Qu.:0.06592 | 1st Qu.: 1.00 | 1st Qu.: 36528 | 1st Qu.:3.423e+08 | 1st Qu.:8.158e+11 | 1st Qu.:2.210e+09 | 1st Qu.:0.2722 | 1st Qu.:0.02188 | 1st Qu.:0.0005212 | 1st Qu.: 0.000701 | 1st Qu.:1.859e+06 | 1st Qu.:5.419e+11 | 1st Qu.:1.179e+12 | 1st Qu.:1.122e+09 | 1st Qu.:1.558e+08 | 1st Qu.:2.977e+10 | 1st Qu.: 0.10013 | 1st Qu.: 0.002015 | 1st Qu.: 0.00323 | 1st Qu.:0.000329 | 1st Qu.:0.000047 | 1st Qu.: 0.010866 | 1st Qu.: 1003 | 1st Qu.: -0.83974 | 1st Qu.:0.08479 | 1st Qu.:0.21672 | 1st Qu.:0.3527 | 1st Qu.: 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Qu.:2.232e+07 | 1st Qu.:1.405e+10 | 1st Qu.:7.143e+07 | 1st Qu.:0.35575 | 1st Qu.:0.037321 | 1st Qu.:0.0011077 | 1st Qu.: 0.0012 | 1st Qu.:3.846e+05 | 1st Qu.:1.967e+10 | 1st Qu.:5.288e+10 | 1st Qu.:3.662e+07 | 1st Qu.:5.955e+06 | 1st Qu.:1.745e+09 | 1st Qu.: 0.18207 | 1st Qu.: 0.0066 | 1st Qu.: 0.011 | 1st Qu.: 0.0005 | 1st Qu.: 0.0001 | 1st Qu.: 0.0258 | 1st Qu.: 358.79 | 1st Qu.: -0.70225 | 1st Qu.:0.074477 | 1st Qu.:0.20479 | 1st Qu.:0.3546 | 1st Qu.: 3.466 | 1st Qu.: 2.265 | 1st Qu.: 1.7297 | 1st Qu.: 13.635 | 1st Qu.: 12.616 | 1st Qu.: 6.668 | 1st Qu.: 8.955 | 1st Qu.: 5.107 | 1st Qu.: 12.688 | 1st Qu.: 10.337 | 1st Qu.: 9.960 | 1st Qu.: 4.93031 | 1st Qu.: 16.882 | 1st Qu.: 15.912 | 1st Qu.: 12.288 | 1st Qu.: 13.827 | 1st Qu.: 5.448 | 1st Qu.: 9.712 | 1st Qu.: 16.301 | 1st Qu.:1.2812 | 1st Qu.: 13.082 | 1st Qu.: 11.50 | 1st Qu.: 6.80187 | 1st Qu.: 9.971 | 1st Qu.: 9.255 | 1st Qu.: 6.276 | 1st Qu.: 7.541 | 1st Qu.: 4.176 | 1st Qu.: 9.057 | 1st Qu.: 6.662 | 1st Qu.: 7.016 | 1st Qu.: 3.28236 | 1st Qu.: 12.970 | 1st Qu.: 10.502 | 1st Qu.: 9.706 | 1st Qu.: 9.089 | 1st Qu.: 5.219 | 1st Qu.: 7.335 | 1st Qu.: 12.383 | 1st Qu.:1.2711 | 1st Qu.: 10.732 | 1st Qu.: 8.773 | 1st Qu.: 5.6792 | 1st Qu.: 3.0 | 1st Qu.: 3.0 | 1st Qu.: 3.166 | 1st Qu.: 1.82767 | 1st Qu.:0.4507 | 1st Qu.:0.050063 | 1st Qu.: 0.6075 | 1st Qu.: 5.611 | 1st Qu.:0.041721 | 1st Qu.: 1.000 | 1st Qu.: 8235 | 1st Qu.:1.505e+07 | 1st Qu.:8.064e+09 | 1st Qu.:2.075e+07 | 1st Qu.: 0.2532 | 1st Qu.:0.01985 | 1st Qu.:0.0004744 | 1st Qu.: 0.00024 | 1st Qu.:2.136e+05 | 1st Qu.:6.998e+09 | 1st Qu.:1.586e+10 | 1st Qu.:9.893e+06 | 1st Qu.:9.214e+05 | 1st Qu.:7.853e+08 | 1st Qu.: 0.08191 | 1st Qu.: 0.0015 | 1st Qu.: 0.00 | 1st Qu.: 0.00010 | 1st Qu.: 0.00001 | 1st Qu.: 0.0078 | 1st Qu.: 395.8 | 1st Qu.: -0.46655 | 1st Qu.:0.073045 | 1st Qu.:0.208313 | 1st Qu.:0.36701 | 1st Qu.: 3.0403 | 1st Qu.: 1.9642 | 1st Qu.: 1.5164 | 1st Qu.: 4663 | 1st Qu.:4.760e+06 | 1st Qu.:1.296e+09 | 1st Qu.: 6.176e+06 | 1st Qu.: 0.32984 | 1st Qu.:0.031772 | 1st Qu.:0.0009055 | 1st Qu.: 0.0006 | 1st Qu.:1.231e+05 | 1st Qu.:1.997e+09 | 1st Qu.:4.947e+09 | 1st Qu.: 3.049e+06 | 1st Qu.:4.077e+05 | 1st Qu.:2.572e+08 | 1st Qu.: 0.1515 | 1st Qu.: 0.005 | 1st Qu.: 0.0 | 1st Qu.: 0.0003 | 1st Qu.: 0.0000 | 1st Qu.: 0.020 | 1st Qu.: 228.459 | 1st Qu.: -0.50622 | 1st Qu.:0.071699 | 1st Qu.:0.207316 | 1st Qu.:0.36884 | 1st Qu.: 2.8791 | 1st Qu.: 1.9071 | 1st Qu.: 1.4792 | 1st Qu.: 11.068 | 1st Qu.: 9.720 | 1st Qu.: 6.816 | 1st Qu.: 8.516 | 1st Qu.: 4.488 | 1st Qu.: 9.240 | 1st Qu.: 7.457 | 1st Qu.: 7.284 | 1st Qu.: 3.65600 | 1st Qu.: 12.753 | 1st Qu.: 11.565 | 1st Qu.: 8.9273 | 1st Qu.: 9.878 | 1st Qu.: 5.591 | 1st Qu.: 7.542 | 1st Qu.: 11.75 | 1st Qu.:1.3270 | 1st Qu.: 9.280 | 1st Qu.: 9.794 | 1st Qu.: 4.6130 | 1st Qu.: 9.37 | 1st Qu.: 7.385 | 1st Qu.: 6.549 | 1st Qu.: 7.709 | 1st Qu.: 4.1409 | 1st Qu.: 7.752 | 1st Qu.: 5.1859 | 1st Qu.: 5.894 | 1st Qu.: 2.49866 | 1st Qu.: 10.320 | 1st Qu.: 8.020 | 1st Qu.: 7.5066 | 1st Qu.: 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| Mode :character | Mode :character | Mode :character | Mode :character | Mode :character | Median : 423.5 | Mode :character | Median :0.71489 | Median :0.00000 | Median :0.49696 | Median :0.00000 | Median : 6.00 | Median : 6.00 | Median : 6.00 | Median : 48.0 | Median : 48.00 | Median : 3.000 | Median : 0.000 | Median : 3.000 | Median :0.0000 | Median : 6.00 | Median : 52.0 | Median : 3.000 | Median : 0.000 | Median : 4.0 | Median :0.0000 | Mode :character | Median : 0.0000 | Median : 15.00 | Median : 0.00000 | Median : 0.00000 | Median : 0.00 | Median : 0.00000 | Median : 0.0000 | Median :1.889 | Median : 0.000 | Median : 0.000 | Median : 0.000 | Median : 16.0 | Median : 8.00 | Median : 0.0000 | Median : 0.000 | Median : 0.0000 | Median : 0.000 | Median : 0.000 | Median : 0.000 | Median :0.0000000 | Median : 0.00 | Median : 0.000 | Median : 1.000 | Median :0.0000 | Median :0.08000 | Median : 0.000 | Median : 0.0000 | Median :0.0000 | Median : 2.000 | Median : 14.00 | Median : 0.000 | Median :2.000 | Median : 17.00 | Median : 0.000 | Median : 0.0000 | Median : 2.000 | Median : 2.000 | Median : 381.46 | Median : 9.1285 | Median :0.019586 | Median :0.10254 | Median :0 | Median : 0.9305 | Median : 7.656 | Median :0.18013 | Median : 0.0000 | Median : 3.000 | Median :0.00000 | Median :0.0000 | Median : 1.00 | Median : 2.000 | Median : 30 | Median : 30 | Median : 16.736 | Median : 9.0363 | Median :0.5148 | Median :0.13132 | Median : 0.9305 | Median : 7.656 | Median :0.12202 | Median : 1.00 | Median : 126634 | Median :3.937e+09 | Median :3.307e+13 | Median :8.011e+10 | Median :0.3956 | Median :0.03572 | Median :0.0008190 | Median : 0.006600 | Median :1.163e+07 | Median :1.966e+13 | Median :5.410e+13 | Median :4.341e+10 | Median :1.315e+10 | Median :6.622e+11 | Median : 0.24492 | Median : 0.007516 | Median : 0.02784 | Median :0.003739 | Median :0.001294 | Median : 0.046910 | Median : 2092 | Median : 0.00061 | Median :0.16653 | Median :0.38879 | Median :0.5535 | Median : 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Median : 17.864 | Median :13.9861 | Median : 15.941 | Median : 7.732 | Median : 11.613 | Median : 18.479 | Median :1.5635 | Median : 16.2115 | Median : 13.155 | Median : 9.60956 | Mode :character | Mode :character | Median :0.2 | Median :1.9 | Median :1.4 | Median :1 | Median :2.0997 | Median :-4.700e-13 | Median :0.11807 | Median :0.013942 | Median :-0.6424 | Median : 1.9271 | Median :2.8 | Median :4.05 | Median :0.5 | |
| NA | NA | NA | NA | NA | Mean : 693.2 | NA | Mean :0.65812 | Mean :0.02136 | Mean :0.52720 | Mean :0.07626 | Mean :14.03 | Mean :13.84 | Mean :13.30 | Mean :103.5 | Mean : 98.92 | Mean : 7.777 | Mean : 1.255 | Mean : 3.956 | Mean :0.2311 | Mean : 14.31 | Mean :106.8 | Mean : 7.987 | Mean : 1.263 | Mean : 4.2 | Mean :0.2311 | NA | Mean : 0.6221 | Mean : 26.52 | Mean : 0.02028 | Mean : 0.01159 | Mean : 2.88 | Mean : 0.02273 | Mean : 0.1549 | Mean :1.594 | Mean : 0.861 | Mean : 4.006 | Mean : 3.652 | Mean : 39.5 | Mean : 13.56 | Mean : 0.3959 | Mean : 5.656 | Mean : 0.4657 | Mean : 2.499 | Mean : 4.044 | Mean : 1.959 | Mean :0.0001998 | Mean : 2.24 | Mean : 3.115 | Mean : 1.665 | Mean :0.1054 | Mean :0.20992 | Mean : 3.091 | Mean : 0.1223 | Mean :0.1054 | Mean : 3.363 | Mean : 33.16 | Mean : 2.003 | Mean :1.902 | Mean : 39.22 | Mean : 1.279 | Mean : 0.0742 | Mean : 5.091 | Mean : 2.002 | Mean : 918.83 | Mean : 20.0109 | Mean :0.024816 | Mean :0.12676 | Mean :0 | Mean : 1.4093 | Mean : 10.426 | Mean :0.22954 | Mean : 0.4497 | Mean : 4.904 | Mean :0.01248 | Mean :0.1475 | Mean : 2.26 | Mean : 2.384 | Mean : 398 | Mean : 398 | Mean : 36.599 | Mean : 19.7648 | Mean :0.6059 | Mean :0.22179 | Mean : 1.4093 | Mean : 10.426 | Mean :0.23024 | Mean : 1.08 | Mean : 1867470 | Mean :8.267e+12 | Mean :4.140e+19 | Mean :7.280e+15 | Mean :0.5013 | Mean :0.06408 | Mean :0.0020472 | Mean : 0.059078 | Mean :2.201e+09 | Mean :1.936e+19 | Mean :1.215e+20 | Mean :4.200e+15 | Mean :2.148e+15 | Mean :5.356e+16 | Mean : 0.55332 | Mean : 0.085993 | Mean : 0.73605 | Mean :0.039491 | Mean :0.026433 | Mean : 0.316094 | Mean : 4575 | Mean : 0.06229 | Mean :0.24050 | Mean :0.42861 | Mean :0.5410 | Mean : 8.499 | Mean : 4.707 | Mean : 3.067 | Mean : 898979 | Mean :1.207e+12 | Mean :6.017e+17 | Mean :9.321e+14 | Mean :0.73429 | Mean :0.141664 | Mean :0.006878 | Mean : 0.28397 | Mean :9.988e+08 | Mean :1.577e+18 | Mean :1.663e+19 | Mean :5.889e+14 | Mean :3.601e+14 | Mean :8.033e+15 | Mean : 1.34649 | Mean : 0.6366 | Mean : 6.623 | Mean : 0.21513 | Mean : 0.16924 | Mean : 1.2962 | Mean : 2470.60 | Mean : 0.07937 | Mean :0.24436 | Mean :0.4306 | Mean :0.54309 | Mean : 8.121 | Mean : 4.460 | Mean : 2.890 | Mean : 44.357 | Mean : 28.020 | Mean : 18.722 | Mean : 30.452 | Mean : 16.062 | Mean : 37.635 | Mean : 34.33 | Mean : 26.093 | Mean : 16.28718 | Mean : 41.081 | Mean : 50.286 | Mean : 30.316 | Mean : 45.488 | Mean : 19.534 | Mean : 31.08 | Mean : 47.162 | Mean :1.4040 | Mean : 40.624 | Mean : 39.453 | Mean : 22.3150 | Mean : 32.904 | Mean :20.551 | Mean :16.124 | Mean : 24.227 | Mean :12.050 | Mean : 27.546 | Mean : 27.100 | Mean :18.515 | Mean :14.092 | Mean : 30.289 | Mean : 37.275 | Mean :23.490 | Mean : 34.391 | Mean :15.989 | Mean : 23.571 | Mean : 35.022 | Mean :1.3939 | Mean : 31.057 | Mean : 30.01 | Mean :18.8763 | Mean : 324.6 | Mean : 324.6 | Mean : 28.580 | Mean : 17.1387 | Mean :0.6608 | Mean :0.212143 | Mean : 1.4093 | Mean : 10.426 | Mean :0.217640 | Mean : 1.295 | Mean : 1410604 | Mean :4.784e+12 | Mean :1.799e+19 | Mean :3.850e+15 | Mean :0.5384 | Mean :0.07417 | Mean :0.0025344 | Mean : 0.12412 | Mean :1.638e+09 | Mean :1.003e+19 | Mean :7.084e+19 | Mean :2.278e+15 | Mean :1.230e+15 | Mean :3.197e+16 | Mean : 0.71716 | Mean : 0.16076 | Mean : 1.7679 | Mean : 0.09550 | Mean : 0.07641 | Mean : 0.53096 | Mean : 3572.5 | Mean : 0.04727 | Mean :0.249434 | Mean :0.4307 | Mean :0.55162 | Mean : 7.927 | Mean : 4.312 | Mean : 2.796 | Mean : 754213 | Mean :8.983e+11 | Mean :3.915e+17 | Mean :7.038e+14 | Mean :0.75248 | Mean :0.147913 | Mean :0.0071733 | Mean : 0.5341 | Mean :8.321e+08 | Mean :1.119e+18 | Mean :1.256e+19 | Mean :4.525e+14 | Mean :2.850e+14 | Mean :6.111e+15 | Mean : 1.60606 | Mean : 0.8850 | Mean : 15.289 | Mean : 0.4529 | Mean : 0.3988 | Mean : 2.0531 | Mean : 2142.34 | Mean : 0.06804 | Mean :0.253101 | Mean :0.43267 | Mean :0.5540 | Mean : 7.611 | Mean : 4.111 | Mean : 2.6566 | Mean : 38.856 | Mean : 24.241 | Mean : 17.183 | Mean : 26.985 | Mean : 14.197 | Mean : 32.640 | Mean : 29.920 | Mean : 22.763 | Mean : 14.61989 | Mean : 35.362 | Mean : 43.722 | Mean : 25.952 | Mean : 39.407 | Mean : 17.421 | Mean : 26.852 | Mean : 40.573 | Mean :1.4943 | Mean : 34.729 | Mean : 34.46 | Mean : 19.18534 | Mean : 30.290 | Mean :18.720 | Mean :15.277 | Mean : 22.405 | Mean :11.276 | Mean : 25.213 | Mean : 24.336 | Mean :17.125 | Mean :12.80445 | Mean : 27.431 | Mean : 33.744 | Mean :21.128 | Mean : 30.939 | Mean :14.882 | Mean : 21.469 | Mean : 31.471 | Mean :1.4856 | Mean : 27.659 | Mean : 27.499 | Mean :16.6937 | Mean : 266.1 | Mean : 266.1 | Mean : 22.286 | Mean : 14.72126 | Mean :0.7141 | Mean :0.201884 | Mean : 1.4093 | Mean : 10.426 | Mean :0.204885 | Mean : 1.407 | Mean : 1064628 | Mean :2.851e+12 | Mean :8.361e+18 | Mean :2.237e+15 | Mean : 0.5749 | Mean :0.08510 | Mean :0.0031275 | Mean : 0.24684 | Mean :1.222e+09 | Mean :5.477e+18 | Mean :4.389e+19 | Mean :1.355e+15 | Mean :7.663e+14 | Mean :1.997e+16 | Mean : 0.99032 | Mean : 0.5708 | Mean : 17.12 | Mean : 0.20964 | Mean : 0.18483 | Mean : 1.5620 | Mean : 2785.8 | Mean : 0.05921 | Mean :0.264481 | Mean :0.440968 | Mean :0.56400 | Mean : 7.2755 | Mean : 3.9018 | Mean : 2.5291 | Mean : 624023 | Mean :6.572e+11 | Mean :2.518e+17 | Mean : 5.340e+14 | Mean : 0.77145 | Mean :0.153903 | Mean :0.0074166 | Mean : 0.9605 | Mean :6.842e+08 | Mean :7.873e+17 | Mean :9.328e+18 | Mean : 3.508e+14 | Mean :2.286e+14 | Mean :4.557e+15 | Mean : 2.2101 | Mean : 7.481 | Mean : 334.7 | Mean : 0.9060 | Mean : 0.8696 | Mean : 9.863 | Mean : 1840.158 | Mean : 0.07152 | Mean :0.268058 | Mean :0.442972 | Mean :0.56658 | Mean : 7.0084 | Mean : 3.7359 | Mean : 2.4165 | Mean : 33.911 | Mean : 20.777 | Mean : 15.829 | Mean : 23.928 | Mean :12.560 | Mean : 28.225 | Mean : 25.532 | Mean : 19.761 | Mean :12.68979 | Mean : 30.077 | Mean : 37.407 | Mean : 21.9204 | Mean : 33.554 | Mean : 15.588 | Mean : 23.248 | Mean : 34.40 | Mean :1.6395 | Mean : 29.219 | Mean : 30.064 | Mean : 16.2019 | Mean : 27.79 | Mean :16.846 | Mean :14.626 | Mean : 20.790 | Mean :10.5400 | Mean : 22.988 | Mean : 21.5297 | Mean :15.726 | Mean :11.43658 | Mean : 24.495 | Mean : 30.085 | Mean :18.7460 | Mean : 27.409 | Mean :13.938 | Mean : 19.579 | Mean : 27.849 | Mean :1.6320 | Mean : 24.2524 | Mean : 25.194 | Mean :14.57551 | NA | NA | Mean :0.2 | Mean :1.9 | Mean :1.4 | Mean :1 | Mean :2.1229 | Mean :-8.262e-11 | Mean :0.12647 | Mean :0.018388 | Mean :-0.6861 | Mean : 2.6246 | Mean :2.8 | Mean :4.05 | Mean :0.5 | |
| NA | NA | NA | NA | NA | 3rd Qu.: 922.2 | NA | 3rd Qu.:0.86185 | 3rd Qu.:0.00000 | 3rd Qu.:0.73136 | 3rd Qu.:0.00000 | 3rd Qu.:20.00 | 3rd Qu.:20.00 | 3rd Qu.:19.00 | 3rd Qu.:137.0 | 3rd Qu.:134.00 | 3rd Qu.:10.000 | 3rd Qu.: 2.000 | 3rd Qu.: 5.000 | 3rd Qu.:0.0000 | 3rd Qu.: 21.00 | 3rd Qu.:145.0 | 3rd Qu.:10.000 | 3rd Qu.: 2.000 | 3rd Qu.: 6.0 | 3rd Qu.:0.0000 | NA | 3rd Qu.: 0.0000 | 3rd Qu.: 37.00 | 3rd Qu.: 0.00000 | 3rd Qu.: 0.00000 | 3rd Qu.: 0.00 | 3rd Qu.: 0.00000 | 3rd Qu.: 0.0000 | 3rd Qu.:1.968 | 3rd Qu.: 0.000 | 3rd Qu.: 0.000 | 3rd Qu.: 0.000 | 3rd Qu.: 47.0 | 3rd Qu.: 19.00 | 3rd Qu.: 0.0000 | 3rd Qu.: 3.000 | 3rd Qu.: 0.0000 | 3rd Qu.: 0.000 | 3rd Qu.: 0.000 | 3rd Qu.: 0.000 | 3rd Qu.:0.0000000 | 3rd Qu.: 2.00 | 3rd Qu.: 0.000 | 3rd Qu.: 2.000 | 3rd Qu.:0.0000 | 3rd Qu.:0.22222 | 3rd Qu.: 2.000 | 3rd Qu.: 0.0000 | 3rd Qu.:0.0000 | 3rd Qu.: 4.000 | 3rd Qu.: 41.00 | 3rd Qu.: 2.000 | 3rd Qu.:2.000 | 3rd Qu.: 48.00 | 3rd Qu.: 0.000 | 3rd Qu.: 0.0000 | 3rd Qu.:11.000 | 3rd Qu.: 2.000 | 3rd Qu.: 900.06 | 3rd Qu.: 23.3207 | 3rd Qu.:0.029491 | 3rd Qu.:0.14501 | 3rd Qu.:0 | 3rd Qu.: 1.5642 | 3rd Qu.: 12.221 | 3rd Qu.:0.25957 | 3rd Qu.: 0.1680 | 3rd Qu.: 7.000 | 3rd Qu.:0.00000 | 3rd Qu.:0.0000 | 3rd Qu.: 3.00 | 3rd Qu.: 3.000 | 3rd Qu.: 188 | 3rd Qu.: 188 | 3rd Qu.: 41.986 | 3rd Qu.: 22.6287 | 3rd Qu.:0.7087 | 3rd Qu.:0.24302 | 3rd Qu.: 1.5642 | 3rd Qu.: 12.221 | 3rd Qu.:0.25148 | 3rd Qu.: 1.00 | 3rd Qu.: 834399 | 3rd Qu.:1.416e+11 | 3rd Qu.:5.771e+15 | 3rd Qu.:1.051e+13 | 3rd Qu.:0.6194 | 3rd Qu.:0.07398 | 3rd Qu.:0.0019248 | 3rd Qu.: 0.036253 | 3rd Qu.:2.128e+08 | 3rd Qu.:5.024e+15 | 3rd Qu.:2.138e+16 | 3rd Qu.:6.423e+12 | 3rd Qu.:2.980e+12 | 3rd Qu.:8.926e+13 | 3rd Qu.: 0.62191 | 3rd Qu.: 0.039772 | 3rd Qu.: 0.21976 | 3rd Qu.:0.021863 | 3rd Qu.:0.011014 | 3rd Qu.: 0.208733 | 3rd Qu.: 5248 | 3rd Qu.: 0.87653 | 3rd Qu.:0.35128 | 3rd Qu.:0.62290 | 3rd Qu.:0.7362 | 3rd Qu.:10.754 | 3rd Qu.: 5.690 | 3rd Qu.: 3.611 | 3rd Qu.: 380441 | 3rd Qu.:3.123e+10 | 3rd Qu.:5.729e+14 | 3rd Qu.:2.701e+12 | 3rd Qu.:0.95435 | 3rd Qu.:0.174729 | 3rd Qu.:0.007327 | 3rd Qu.: 0.13848 | 3rd Qu.:9.184e+07 | 3rd Qu.:9.958e+14 | 3rd Qu.:4.454e+15 | 3rd Qu.:1.621e+12 | 3rd Qu.:8.505e+11 | 3rd Qu.:1.881e+13 | 3rd Qu.: 1.51152 | 3rd Qu.: 0.2345 | 3rd Qu.: 1.317 | 3rd Qu.: 0.09245 | 3rd Qu.: 0.05261 | 3rd Qu.: 0.7834 | 3rd Qu.: 2828.59 | 3rd Qu.: 0.97314 | 3rd Qu.:0.36195 | 3rd Qu.:0.6265 | 3rd Qu.:0.74160 | 3rd Qu.:10.373 | 3rd Qu.: 5.414 | 3rd Qu.: 3.357 | 3rd Qu.: 59.079 | 3rd Qu.: 35.397 | 3rd Qu.: 24.679 | 3rd Qu.: 40.717 | 3rd Qu.: 21.655 | 3rd Qu.: 49.869 | 3rd Qu.: 46.59 | 3rd Qu.: 34.022 | 3rd Qu.: 22.03284 | 3rd Qu.: 52.840 | 3rd Qu.: 67.328 | 3rd Qu.: 39.382 | 3rd Qu.: 61.145 | 3rd Qu.: 26.837 | 3rd Qu.: 41.30 | 3rd Qu.: 63.043 | 3rd Qu.:1.5436 | 3rd Qu.: 54.798 | 3rd Qu.: 53.057 | 3rd Qu.: 30.2997 | 3rd Qu.: 44.032 | 3rd Qu.:25.986 | 3rd Qu.:21.108 | 3rd Qu.: 32.641 | 3rd Qu.:15.842 | 3rd Qu.: 36.758 | 3rd Qu.: 38.234 | 3rd Qu.:24.068 | 3rd Qu.:19.642 | 3rd Qu.: 38.995 | 3rd Qu.: 51.003 | 3rd Qu.:30.601 | 3rd Qu.: 47.475 | 3rd Qu.:21.531 | 3rd Qu.: 31.655 | 3rd Qu.: 46.650 | 3rd Qu.:1.5377 | 3rd Qu.: 41.693 | 3rd Qu.: 40.49 | 3rd Qu.:25.7260 | 3rd Qu.: 134.2 | 3rd Qu.: 134.2 | 3rd Qu.: 31.034 | 3rd Qu.: 20.0793 | 3rd Qu.:0.7762 | 3rd Qu.:0.234129 | 3rd Qu.: 1.5642 | 3rd Qu.: 12.221 | 3rd Qu.:0.238605 | 3rd Qu.: 1.000 | 3rd Qu.: 537434 | 3rd Qu.:6.007e+10 | 3rd Qu.:1.585e+15 | 3rd Qu.:4.899e+12 | 3rd Qu.:0.6883 | 3rd Qu.:0.08538 | 3rd Qu.:0.0022000 | 3rd Qu.: 0.05466 | 3rd Qu.:1.245e+08 | 3rd Qu.:1.920e+15 | 3rd Qu.:7.888e+15 | 3rd Qu.:2.913e+12 | 3rd Qu.:1.366e+12 | 3rd Qu.:3.611e+13 | 3rd Qu.: 0.78815 | 3rd Qu.: 0.05533 | 3rd Qu.: 0.3712 | 3rd Qu.: 0.03499 | 3rd Qu.: 0.01804 | 3rd Qu.: 0.29807 | 3rd Qu.: 3879.2 | 3rd Qu.: 0.69944 | 3rd Qu.:0.382459 | 3rd Qu.:0.6384 | 3rd Qu.:0.74990 | 3rd Qu.:10.052 | 3rd Qu.: 5.273 | 3rd Qu.: 3.348 | 3rd Qu.: 283716 | 3rd Qu.:1.696e+10 | 3rd Qu.:2.206e+14 | 3rd Qu.:1.400e+12 | 3rd Qu.:0.97935 | 3rd Qu.:0.173394 | 3rd Qu.:0.0069911 | 3rd Qu.: 0.1680 | 3rd Qu.:6.219e+07 | 3rd Qu.:4.717e+14 | 3rd Qu.:1.997e+15 | 3rd Qu.:9.733e+11 | 3rd Qu.:4.957e+11 | 3rd Qu.:9.545e+12 | 3rd Qu.: 1.65241 | 3rd Qu.: 0.2507 | 3rd Qu.: 1.609 | 3rd Qu.: 0.1146 | 3rd Qu.: 0.0668 | 3rd Qu.: 0.8954 | 3rd Qu.: 2509.92 | 3rd Qu.: 0.75686 | 3rd Qu.:0.391914 | 3rd Qu.:0.64166 | 3rd Qu.:0.7560 | 3rd Qu.: 9.693 | 3rd Qu.: 5.013 | 3rd Qu.: 3.1245 | 3rd Qu.: 52.074 | 3rd Qu.: 30.432 | 3rd Qu.: 22.235 | 3rd Qu.: 36.288 | 3rd Qu.: 19.358 | 3rd Qu.: 44.320 | 3rd Qu.: 41.594 | 3rd Qu.: 30.303 | 3rd Qu.: 19.88926 | 3rd Qu.: 45.943 | 3rd Qu.: 59.243 | 3rd Qu.: 34.014 | 3rd Qu.: 53.912 | 3rd Qu.: 23.965 | 3rd Qu.: 36.816 | 3rd Qu.: 54.450 | 3rd Qu.:1.6807 | 3rd Qu.: 47.613 | 3rd Qu.: 46.80 | 3rd Qu.: 26.61472 | 3rd Qu.: 40.805 | 3rd Qu.:24.479 | 3rd Qu.:19.727 | 3rd Qu.: 29.881 | 3rd Qu.:14.880 | 3rd Qu.: 34.142 | 3rd Qu.: 34.459 | 3rd Qu.:22.480 | 3rd Qu.:18.15835 | 3rd Qu.: 35.737 | 3rd Qu.: 46.899 | 3rd Qu.:28.126 | 3rd Qu.: 43.452 | 3rd Qu.:19.854 | 3rd Qu.: 28.978 | 3rd Qu.: 42.713 | 3rd Qu.:1.6787 | 3rd Qu.: 38.370 | 3rd Qu.: 37.412 | 3rd Qu.:23.2858 | 3rd Qu.: 91.0 | 3rd Qu.: 91.0 | 3rd Qu.: 23.136 | 3rd Qu.: 17.60283 | 3rd Qu.:0.8410 | 3rd Qu.:0.223904 | 3rd Qu.: 1.5642 | 3rd Qu.: 12.221 | 3rd Qu.:0.225758 | 3rd Qu.: 2.000 | 3rd Qu.: 348195 | 3rd Qu.:2.380e+10 | 3rd Qu.:3.796e+14 | 3rd Qu.:1.944e+12 | 3rd Qu.: 0.7304 | 3rd Qu.:0.09145 | 3rd Qu.:0.0023989 | 3rd Qu.: 0.06636 | 3rd Qu.:7.277e+07 | 3rd Qu.:5.627e+14 | 3rd Qu.:2.697e+15 | 3rd Qu.:1.229e+12 | 3rd Qu.:6.133e+11 | 3rd Qu.:1.242e+13 | 3rd Qu.: 0.91012 | 3rd Qu.: 0.0677 | 3rd Qu.: 0.50 | 3rd Qu.: 0.04448 | 3rd Qu.: 0.02347 | 3rd Qu.: 0.3816 | 3rd Qu.: 2892.0 | 3rd Qu.: 0.49467 | 3rd Qu.:0.417964 | 3rd Qu.:0.656948 | 3rd Qu.:0.76544 | 3rd Qu.: 9.3889 | 3rd Qu.: 4.8368 | 3rd Qu.: 3.1009 | 3rd Qu.: 208533 | 3rd Qu.:8.538e+09 | 3rd Qu.:8.161e+13 | 3rd Qu.: 6.673e+11 | 3rd Qu.: 0.95705 | 3rd Qu.:0.164765 | 3rd Qu.:0.0063822 | 3rd Qu.: 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Max. :2.493e+18 | Max. :102.77749 | Max. :818.9250 | Max. :6758.274 | Max. :171.31354 | Max. :153.86227 | Max. :350.5213 | Max. :25094.14 | Max. : 42.07079 | Max. :0.97604 | Max. :0.9998 | Max. :0.99907 | Max. :37.705 | Max. :21.138 | Max. :11.731 | Max. :336.806 | Max. :172.641 | Max. :143.492 | Max. :240.539 | Max. :122.989 | Max. :291.527 | Max. :249.78 | Max. :199.398 | Max. :126.04253 | Max. :251.895 | Max. :336.974 | Max. :185.947 | Max. :306.014 | Max. :140.614 | Max. :243.47 | Max. :300.629 | Max. :2.1256 | Max. :258.269 | Max. :302.181 | Max. :169.9088 | Max. :152.152 | Max. :77.400 | Max. :93.589 | Max. :120.487 | Max. :61.664 | Max. :124.889 | Max. :133.516 | Max. :85.014 | Max. :81.865 | Max. :121.906 | Max. :181.684 | Max. :89.541 | Max. :173.363 | Max. :82.495 | Max. :108.708 | Max. :158.602 | Max. :2.1200 | Max. :143.250 | Max. :142.98 | Max. :82.3416 | Max. :69202.0 | Max. :69202.0 | Max. :827.504 | Max. :190.3212 | Max. :7.6615 | Max. :6.163735 | Max. :27.1637 | Max. 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Max. :307.209 | Max. :157.143 | Max. :142.901 | Max. :217.500 | Max. :111.383 | Max. :263.074 | Max. :235.198 | Max. :179.513 | Max. :106.40724 | Max. :227.318 | Max. :318.958 | Max. :171.686 | Max. :290.411 | Max. :127.611 | Max. :219.824 | Max. :286.815 | Max. :2.6805 | Max. :245.247 | Max. :276.56 | Max. :142.13052 | Max. :148.035 | Max. :75.362 | Max. :91.571 | Max. :117.362 | Max. :58.878 | Max. :121.465 | Max. :130.605 | Max. :83.700 | Max. :79.81984 | Max. :119.215 | Max. :178.642 | Max. :86.954 | Max. :170.518 | Max. :80.681 | Max. :105.887 | Max. :155.731 | Max. :2.6790 | Max. :140.198 | Max. :138.634 | Max. :79.6726 | Max. :43653.0 | Max. :43653.0 | Max. :689.944 | Max. :179.45646 | Max. :7.9722 | Max. :6.139017 | Max. :27.1637 | Max. :101.722 | Max. :6.545641 | Max. :16.000 | Max. :115722779 | Max. :3.312e+15 | Max. :2.395e+22 | Max. :2.464e+18 | Max. :14.9298 | Max. :1.65762 | Max. :0.2413896 | Max. :155.84836 | Max. :3.214e+11 | Max. :8.439e+21 | Max. :6.477e+22 | Max. 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| Max. :200.009 | Max. :273.75 | Max. :3.9132 | Max. :233.554 | Max. :253.288 | Max. :115.5438 | Max. :144.86 | Max. :73.180 | Max. :89.265 | Max. :114.390 | Max. :56.9956 | Max. :117.627 | Max. :125.0562 | Max. :82.092 | Max. :77.92828 | Max. :116.713 | Max. :174.841 | Max. :84.4988 | Max. :166.086 | Max. :77.797 | Max. :102.679 | Max. :152.782 | Max. :3.9084 | Max. :136.0006 | Max. :134.832 | Max. :76.94257 | NA | NA | Max. :0.2 | Max. :1.9 | Max. :1.4 | Max. :1 | Max. :3.9402 | Max. : 4.449e-08 | Max. :0.42034 | Max. :0.176686 | Max. :-0.1905 | Max. :27.3234 | Max. :2.8 | Max. :4.05 | Max. :0.5 |
Zaczęto od wyłuskania 50 najczęściej występujących etykiet klas, następnie przefiltrowano istniejący zbiór danych za pomocą wyłuskanego zbioru etykiet.
Kolumny, dla których liczona jest korelacja muszą zawierać wartości numeryczne. Dlatego też tylko takie, które je zawierają zostały wzięte pod uwagę w tej sekcji. Zachodzi również potrzeba wyłączenia z analizy korelacji kolumn o odchyleniu standardowym bliskim zeru ze względu na wymagania dotyczące metody tworzącej wykres.
data_to_cor <- data_set_clean_significant %>% select_if(is.numeric)
near_zero_var_cols <- nearZeroVar(data_to_cor, names = TRUE)
data_to_cor <- data_to_cor %>% select(-near_zero_var_cols)
correlation <- cor(data_to_cor)
corrplot(correlation, tl.pos="n", type="upper", diag=TRUE, method="color", order="hclust")W tej sekcji przedstawiono liczność występujących w danych klas za pomocą interaktywnej tabeli.
Interaktywne wykresy rozkładu liczby elektronów oraz atomów
data_set_clean_significant %>%
select(res_name, local_res_atom_non_h_count, dict_atom_non_h_count) %>%
distinct(res_name, .keep_all = TRUE) %>%
mutate(diff = abs(local_res_atom_non_h_count - dict_atom_non_h_count)) %>%
arrange(desc(diff)) %>%
head(10) %>%
kable() %>%
kable_styling(bootstrap_options = c("striped", "hover", "condensed"))| res_name | local_res_atom_non_h_count | dict_atom_non_h_count | diff |
|---|---|---|---|
| NAG | 14 | 15 | 1 |
| MLY | 11 | 12 | 1 |
| PLP | 15 | 16 | 1 |
| MAN | 11 | 12 | 1 |
| BGM | 23 | 24 | 1 |
| DLE | 8 | 9 | 1 |
| CME | 10 | 11 | 1 |
| WFP | 13 | 14 | 1 |
| SO4 | 5 | 5 | 0 |
| GOL | 6 | 6 | 0 |
data_set_clean_significant %>%
select(res_name, local_res_atom_non_h_electron_sum, dict_atom_non_h_electron_sum) %>%
distinct(res_name, .keep_all = TRUE) %>%
mutate(diff = abs(local_res_atom_non_h_electron_sum - dict_atom_non_h_electron_sum)) %>%
arrange(desc(diff)) %>%
head(10) %>%
kable() %>%
kable_styling(bootstrap_options = c("striped", "hover", "condensed"))| res_name | local_res_atom_non_h_electron_sum | dict_atom_non_h_electron_sum | diff |
|---|---|---|---|
| NAG | 95 | 103 | 8 |
| MLY | 70 | 78 | 8 |
| PLP | 110 | 118 | 8 |
| MAN | 76 | 84 | 8 |
| BGM | 193 | 201 | 8 |
| DLE | 51 | 59 | 8 |
| CME | 85 | 93 | 8 |
| WFP | 87 | 95 | 8 |
| SO4 | 48 | 48 | 0 |
| GOL | 42 | 42 | 0 |
Rozkład wartości dla poszczególnych atrybutów zaczynających się od “part_01”
attributes_part_01 <- colnames(data_set_clean_significant)[grepl("part_01_",colnames(data_set_clean_significant))]
dd <- data_set_clean_significant %>% select(attributes_part_01) %>% keep(is.numeric) %>% gather() #%>%
ggplotly(
ggplot(data = dd, aes(value)) +
facet_wrap(~ key, scales = "free", ncol = 2) +
geom_density() +
scale_y_continuous()) #+Wykres słupkowy przedstawia liczbę elementów należącą do poszczególnych klas.
plot_ly(frequent_res_name, x = ~frequent_res_name$res_name, y = ~frequent_res_name$count, type = 'bar', text = frequent_res_name$res_name,
marker = list(color = 'rgb(158,202,225)',
line = list(color = 'rgb(8,48,107)',
width = 1.5))) %>%
layout(title = "Cardinality of classes",
xaxis = list(title = "Class"),
yaxis = list(title = "Cardinality"))